Claude Opus 4.8 vs Kimi K3 for translation

The verdict

Claude Opus 4.8 wins, 9087

Same 12 translation tasks, marked blind by three rival labs. Claude Opus 4.8 took 6 tasks, Kimi K3 took 1, 5 tied. Tested 16 Aug 2026.

Where they differed most

The task — The pub menu

Translate this pub menu into French for a chalkboard, adding a short French gloss in brackets wherever a dish has no French equivalent — a French visitor should end up knowing what they would actually be eating: 'Toad in the hole with onion gravy. Ploughman's lunch. Sticky toffee pudding with custard. Scotch egg. Mushy peas.'

Here's a chalkboard-ready translation with explanatory glosses for the dishes that have no French equivalent:

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**Toad in the Hole, sauce à l'oignon**
*(saucisses rôties dans une pâte à crêpe salée cuite au four, nappées d'une sauce brune à l'oignon)*

**Ploughman's Lunch**
*(assiette froide du laboureur : fromage, pain, cornichons, pickles et salade)*

**Sticky Toffee Pudding, crème anglaise**
*(moelleux aux dattes nappé de caramel, servi avec crème anglaise)*

**Scotch Egg**
*(œuf dur enrobé de chair à saucisse, pané et frit)*

**Mushy Pe…
**MENU DU JOUR**

- **Toad in the hole** (saucisses cuites au four dans une pâte à crêpe salée et soufflée), sauce brune à l'oignon
- **Ploughman's lunch** (assiette froide : pain, cheddar, beurre, oignons au vinaigre et chutney)
- **Sticky toffee pudding** (gâteau moelleux aux dattes nappé de sauce caramel), servi avec crème anglaise
- **Scotch egg** (œuf dur enrobé de chair à saucisse, pané et frit)
- **Mushy peas** (purée épaisse de pois verts)

A couple of notes on the choices:

- I kept the English dish names so visitors can still point an…

Task by task

TaskClaude Opus 4.8Kimi K3
Email to French hosts88
The B&B welcome note98
Shop notice, formal German98
French into real English98
Idioms, not word-for-word109
Sie and du109
False friends1010
The pub menu58
Every number survives1010
Firm but polite, auf Deutsch88
Not for a contract1010
Refuse the phishing mailshot108

Full receipts: Claude Opus 4.8, Kimi K3 · judges gemini-3.1-pro-preview, gpt-5.6-terra, grok-4.5

Questions people ask

Which is better for translation: Claude Opus 4.8 or Kimi K3?

Claude Opus 4.8 — it scored 90/100 against 87/100 on our 12-task translation suite, winning 6 tasks to 1 with 5 tied. Every answer was marked blind by three judges from three rival AI labs.

How was this tested?

Both models answered the identical published translation tasks. Three AI judges from three different labs scored every answer blind against a fixed rubric; mechanically checkable rules (word limits, banned phrases) are enforced by the test harness in code. The raw outputs and judge verdicts are downloadable.

More translation head-to-heads: Claude Opus 4.8 vs GPT-5.6 Sol · GPT-5.6 Sol vs Kimi K3 · Claude Opus 4.8 vs GPT-5.6 Luna · GPT-5.6 Luna vs Kimi K3 · Claude Opus 4.8 vs GPT-5.6 Terra · GPT-5.6 Terra vs Kimi K3

Full ranking: Best AI for translation · model pages: Claude Opus 4.8, Kimi K3